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Essentials of Pattern Recognition An Accessible Approach > 패턴

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Essentials of Pattern Recognition An Accessible Approach
출간예정도서
판매가격 0원
저자 Jianxin Wu
도서종류 외국도서
출판사 Cambridge University Press
발행언어 영어
발행일 2020
페이지수 395
ISBN 9781108483469
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    Author

    Jianxin WuNanjing University, China
    Jianxin Wu is a professor in the Department of Computer Science and Technology and the School of Artificial Intelligence at Nanjing University, China. He received his B.S. and M.S. degrees in computer science from Nanjing University and his Ph.D. degree in computer science from the Georgia Institute of Technology. Professor Wu has served as an area chair for the conference on Computer Vision and Pattern Recognition (CVPR), the International Conference on Computer Vision (ICCV), and the AAAI Conference on Artificial Intelligence, and he is an associate editor for the Pattern Recognition journal. His research interests are computer vision and machine learning.

    Table of Contents

    Preface
    Notation
    Part I. Introduction and Overview:
    1. Introduction
    2. Mathematical background
    3. Overview of a pattern recognition system
    4. Evaluation
    Part II. Domain-Independent Feature Extraction:
    5. Principal component analysis
    6. Fisher's linear discriminant
    Part III. Classifiers and Tools:
    7. Support vector machines
    8. Probabilistic methods
    9. Distance metrics and data transformations
    10. Information theory and decision trees
    Part IV. Handling Diverse Data Formats:
    11. Sparse and misaligned data
    12. Hidden Markov model
    Part V. Advanced Topics:
    13. The normal distribution
    14. The basic idea behind expectation-maximization
    15. Convolutional neural networks
    References
    Index.

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